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Tag: benchmarks

All the articles with the tag "benchmarks".

Clef vs Jev: Cloudflare's 4x Tie

Clef vs Jev: Cloudflare's 4x Tie

Cloudflare's Clef decision model tied Jev on accuracy in a private benchmark, abstained on junk better, and cost 4.2x more per decision. Real numbers inside.

The Update That Broke Confidence

The Update That Broke Confidence

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A 2026-09-22 patch left a self-hosted model's weights untouched but made it more confident on nonsense input. Six systems compared, real numbers only.

Jev vs Von vs SemIf: Real Numbers

Jev vs Von vs SemIf: Real Numbers

Jev, Von, and SemIf scored head to head on real commit history: a frozen 4B general model beat a purpose-built 395M decision model on every task tested.